语言大模型 / LLM

2510.15020 2025-10-23 stat.ML cs.AI cs.CL cs.LG math.ST stat.TH 85%

The Coverage Principle: How Pre-Training Enables Post-Training

Fan Chen, Audrey Huang, Noah Golowich, Sadhika Malladi, Adam Block, Jordan T. Ash, Akshay Krishnamurthy, Dylan J. Foster

专题命中后训练与偏好优化：post-training(title,abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

2510.15061 2025-10-23 cs.LG cs.CL 84%

Antislop: A Comprehensive Framework for Identifying and Eliminating Repetitive Patterns in Language Models

Samuel Paech, Allen Roush, Judah Goldfeder, Ravid Shwartz-Ziv

专题命中后训练与偏好优化：language model(title)；LLM(abstract)；preference optimization(abstract)；分类 cs.CL、cs.LG

Comments 11 pages + appendices, 16 figures

2510.19325 2025-10-23 cs.CL cs.AI 79%

Balancing Rewards in Text Summarization: Multi-Objective Reinforcement Learning via HyperVolume Optimization

Junjie Song, Yiwen Liu, Dapeng Li, Yin Sun, Shukun Fu, Siqi Chen, Yuji Cao

机构 * AI-4-Business of Li Auto Inc.（利汽车有限公司AI-4-Business）

专题命中后训练与偏好优化：large language model(abstract)；language model(abstract)；foundation model(abstract)；分类 cs.CL、cs.AI

2410.01735 2025-10-23 cs.CL cs.LG 79%

LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits

Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

机构 * UNC Chapel Hill（杜克大学夏洛特分校）； The University of Texas at Austin（德克萨斯大学奥斯汀分校）

专题命中后训练与偏好优化：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments NeurIPS 2025 camera-ready. First two authors contributed equally. Code: https://github.com/duykhuongnguyen/LASeR-MAB

2510.19737 2025-10-23 cond-mat.mtrl-sci 78%

Accelerating Moment Tensor Potentials through Post-Training Pruning

Zijian Meng, Karim Zongo, Matthew Thoms, Ryan Eric Grant, Laurent Karim Béland

专题命中后训练与偏好优化：post-training(title,abstract)

Comments 16 pages, 5 figures Software available from https://github.com/RichardZJM/MTP_basis_optimization

2510.18895 2025-10-23 cs.SE cs.AI cs.HC 77%

CosmoCore Affective Dream-Replay Reinforcement Learning for Code Generation

Santhosh Kumar Ravindran

机构 * Microsoft Corporation（微软公司）

专题命中后训练与偏好优化：large language model(abstract)；language model(abstract)；RLHF(abstract)；分类 cs.AI

Comments 12 pages

2510.19479 2025-10-23 cs.LG cs.AI 76%

Graph Unlearning Meets Influence-aware Negative Preference Optimization

Qiang Chen, Zhongze Wu, Ang He, Xi Lin, Shuo Jiang, Shan You, Chang Xu, Yi Chen, Xiu Su

机构 * Central South University（中南大学）； Shanghai Maritime University（上海 Maritime 大学）； Shanghai Jiao Tong University（上海交通大学）； Tongji University（同济大学）； SenseTime Research（商汤科技研究院）； University of Sydney（悉尼大学）； Hong Kong University of Science（香港科学大学）

专题命中后训练与偏好优化：preference optimization(title)；分类 cs.AI、cs.LG

2510.19173 2025-10-23 q-fin.CP cs.AI cs.LG 73%

News-Aware Direct Reinforcement Trading for Financial Markets

Qing-Yu Lan, Zhan-He Wang, Jun-Qian Jiang, Yu-Tong Wang, Yun-Song Piao

专题命中后训练与偏好优化：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 4 figures, 3 tables

2510.19050 2025-10-23 cs.AI cs.LG 73%

Rectifying Shortcut Behaviors in Preference-based Reward Learning

Wenqian Ye, Guangtao Zheng, Aidong Zhang

机构 * University of Virginia（弗吉尼亚大学）

专题命中后训练与偏好优化：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2025

2510.13656 2025-10-23 cs.LG 57%

Rebalancing with Calibrated Sub-classes (RCS): A Statistical Fusion-based Framework for Robust Imbalanced Classification across Modalities

Priyobrata Mondal, Faizanuddin Ansari, Swagatam Das

机构 * Electronics and Communication Sciences Unit（电子与通信科学单元）； Indian Statistical Institute（印度统计研究所）

专题命中后训练与偏好优化：post-training(abstract)；分类 cs.LG

2509.17138 2025-10-23 q-bio.NC 89%

Analyzing Memory Effects in Large Language Models through the lens of Cognitive Psychology

Zhaoyang Cao, Lael Schooler, Reza Zafarani

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2510.19747 2025-10-23 cs.SE 85%

Review of Tools for Zero-Code LLM Based Application Development

Priyaranjan Pattnayak, Hussain Bohra

专题命中长上下文与记忆：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted in 6th World Conference on Artificial Intelligence: Advances and Applications (WCAIAA 2025)

2510.19497 2025-10-23 cs.MA cs.AI 77%

Modeling realistic human behavior using generative agents in a multimodal transport system: Software architecture and Application to Toulouse

Trung-Dung Vu, Benoit Gaudou, Kamaldeep Singh Oberoi

机构 * UMR IRIT University Toulouse Capitole（IRIT大学）

专题命中长上下文与记忆：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2510.16206 2025-10-23 cs.AI 77%

The Right to Be Remembered: Preserving Maximally Truthful Digital Memory in the Age of AI

Alex Zhavoronkov, Dominika Wilczok, Roman Yampolskiy

专题命中长上下文与记忆：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2509.25224 2025-10-23 cs.LG cs.AI 73%

AMLA: MUL by ADD in FlashAttention Rescaling

Qichen Liao, Chengqiu Hu, Fangzheng Miao, Bao Li, Yiyang Liu, Junlong Lyu, Lirui Jiang, Jun Wang, Lingchao Zheng, Jun Li, Yuwei Fan

机构 * Huawei（华为）

专题命中长上下文与记忆：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 21 pages, 11 figures

2507.06313 2025-10-23 cs.CL 70%

ETT: Expanding the Long Context Understanding Capability of LLMs at Test-Time

Kiarash Zahirnia, Zahra Golpayegani, Walid Ahmed, Yang Liu

机构 * Ascend Team, Toronto Research Center, Huawei Technologies（华为技术有限公司）

专题命中长上下文与记忆：LLM(abstract)；language model(abstract)；分类 cs.CL

2505.07897 2025-10-23 cs.CL cs.AI 62%

LongCodeBench: Evaluating Coding LLMs at 1M Context Windows

Stefano Rando, Luca Romani, Alessio Sampieri, Luca Franco, John Yang, Yuta Kyuragi, Fabio Galasso, Tatsunori Hashimoto

机构 * Panasonic AI Research（松下人工智能研究）

专题命中长上下文与记忆：LLM(abstract)；分类 cs.CL、cs.AI

2510.19615 2025-10-23 cs.SE cs.CR 50%

FidelityGPT: Correcting Decompilation Distortions with Retrieval Augmented Generation

Zhiping Zhou, Xiaohong Li, Ruitao Feng, Yao Zhang, Yuekang Li, Wenbu Feng, Yunqian Wang, Yuqing Li

专题命中长上下文与记忆：LLM(abstract)

2510.17150 2025-10-23 cs.RO 50%

OmniVIC: A Self-Improving Variable Impedance Controller with Vision-Language In-Context Learning for Safe Robotic Manipulation

Heng Zhang, Wei-Hsing Huang, Gokhan Solak, Arash Ajoudani

机构 * Human-Robot Interfaces and Interaction Lab, Istituto Italiano di Tecnologia, Genoa, Italy（人机交互实验室，意大利理工学院，热那亚）； Georgia Institute of Technology, Atlanta, USA（佐治亚理工学院，美国亚特兰大）

专题命中长上下文与记忆：language model(abstract)

Comments Code, video and RAG dataset are available at \url{https://sites.google.com/view/omni-vic}

2508.00890 2025-10-23 cs.AI cs.CL cs.LG 90%

AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks

Fali Wang, Hui Liu, Zhenwei Dai, Jingying Zeng, Zhiwei Zhang, Zongyu Wu, Chen Luo, Zhen Li, Xianfeng Tang, Qi He, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学）； Amazon（亚马逊）

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by NeurIPS 2025

2510.19358 2025-10-23 cs.CL cs.AI 90%

M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models

Yejin Kwon, Taewoo Kang, Hyunsoo Yoon, Changouk Kim

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Submitted to LREC 2026. 11 pages, 5 figures

2506.16962 2025-10-23 cs.CV cs.AI cs.CL 88%

Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search

Haoran Sun, Yankai Jiang, Wenjie Lou, Yujie Zhang, Wenjie Li, Lilong Wang, Mianxin Liu, Lei Liu, Xiaosong Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Fudan University（复旦大学）； Shanghai Jiao Tong University（上海交通大学）

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2510.19451 2025-10-23 cs.CV cs.MM 88%

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学）； China University of Petroleum (East China)（中国石油大学（华东））

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)

Comments Accepted by ACM Multimedia 2025

2412.13013 2025-10-23 econ.GN q-fin.EC 88%

The Emergence of Strategic Reasoning of Large Language Models

Gavin Kader, Dongwoo Lee

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)

2510.18877 2025-10-23 cs.HC cs.AI 85%

LLM Bazaar: A Service Design for Supporting Collaborative Learning with an LLM-Powered Multi-Party Collaboration Infrastructure

Zhen Wu, Jiaxin Shi, R. Charles Murray, Carolyn Rosé, Micah San Andres

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments https://repository.isls.org//handle/1/11832

Journal ref Proceedings of the 18th International Conference on Computer-Supported Collaborative Learning - CSCL 2025 (pp. 108-115). International Society of the Learning Sciences

2506.18167 2025-10-23 cs.LG cs.AI 85%

Understanding Reasoning in Thinking Language Models via Steering Vectors

Constantin Venhoff, Iván Arcuschin, Philip Torr, Arthur Conmy, Neel Nanda

机构 * University of Oxford（牛津大学）； University of Buenos Aires（布宜诺斯艾利斯大学）

专题命中推理与问题求解：language model(title,abstract)；large language model(abstract,comments)；分类 cs.AI、cs.LG

Comments Accepted to the Workshop on Reasoning and Planning for Large Language Models at ICLR 2025

2510.19767 2025-10-23 cs.CL cs.AI cs.LG 85%

SmartSwitch: Advancing LLM Reasoning by Overcoming Underthinking via Promoting Deeper Thought Exploration

Xichen Zhang, Sitong Wu, Haoru Tan, Shaozuo Yu, Yinghao Zhu, Ziyi He, Jiaya Jia

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学）； The Chinese University of Hong Kong（香港中文大学）； The University of Hong Kong（香港大学）

专题命中推理与问题求解：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Code: https://github.com/dvlab-research/SmartSwitch

2510.18179 2025-10-23 cs.MA 85%

Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning

Rui Jerry Huang, Wendy Liu, Anastasia Miin, Lei Ding

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 13 pages, 8 figures. Accepted for presentation at the 5th Workshop on Mathematical Reasoning and AI at NeurIPS 2025

2510.16916 2025-10-23 cs.LG 83%

SolverLLM: Leveraging Test-Time Scaling for Optimization Problem via LLM-Guided Search

Dong Li, Xujiang Zhao, Linlin Yu, Yanchi Liu, Wei Cheng, Zhengzhang Chen, Zhong Chen, Feng Chen, Chen Zhao, Haifeng Chen

机构 * Baylor University（贝勒大学）； NEC Labs America（NEC美国实验室）； Augusta University（奥古斯塔大学）； Southern Illinois University（南方伊利诺伊大学）； University of Texas at Dallas（德克萨斯大学达拉斯分校）

专题命中推理与问题求解：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.LG